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Pipeline run

810b80d9-aee2-445b-b787-42b1026cc929

Pipeline LLM cost (USD)
API 1: $0.0112 API 2: $0.0004 API 3: $0.0000 Total: $0.0115

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Responsive UI component development
Design responsive website layouts and turn them into standards-compliant HTML5/CSS with JavaScript/jQuery, reusable maintainable code, and cross-browser-ready semantic markup; collaborate via Git/code reviews and adapt designs from XD/Photoshop/Illustrator.
"Implement responsive designs using standards compliant HTML5/CSS"
Tech stack maturity
Mainstream Legacy
The emphasis on jQuery, HTML5, and cross-browser compatibility suggests a traditional web frontend stack that is widely used but older than modern cloud-native or bleeding-edge approaches.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (21)
HTML5 CSS JavaScript jQuery Git Adobe XD Photoshop Illustrator Responsive Web Design Semantic Markup Cross-browser Compatibility Sass LESS InVision RequireJS KnockoutJS ReactJS AngularJS Magento WordPress Accessibility
Skill cluster (5 dimension groups, role-scoped)
CSS Architecture and Styling
CSS Sass
Client Routing and Navigation
AngularJS
JavaScript and TypeScript
JavaScript
Storefront JavaScript and DOM Behavior
jQuery
Cross-cutting / unaligned
HTML5 Git Adobe XD Photoshop Illustrator Responsive Web Design Semantic Markup Cross-browser Compatibility LESS InVision RequireJS KnockoutJS ReactJS Magento WordPress Accessibility
Show KRA description ↓
Design fresh, modern, effective layouts that translate well into a responsive website Implement responsive designs using standards compliant HTML5/CSS Maintain a passion for keeping up to date with the latest techniques to construct quality semantic markup with cross-browser compatibility Develop clean, reusable, easily maintainable code Use git for source code control and code reviews Knowledge of website accessibility is a bonus, but the willingness to learn and incorporate accessible techniques is a must Bachelor’s degree or higher in related field. Extensive work experience may be considered in lieu of a degree Minimum 5 year’s professional web design and development experience Expertise with Adobe XD (or Invision), Photoshop, and Illustrator Experience with Standards Compliant HTML5 Experience with CSS (with Sass or LESS experience as a bonus) Experience with JavaScript and jQuery Ability to work within deadlines RequireJS, KnockoutJS, ReactJS, AngularJS, Magento or Wordpress Theme development

Signals

Skill sitecore-dev
0.27
Alias web-developer
1.00
KRA react-frontend-developer
0.65

Post-classification

Centroidupdated · n=130
Alias collision log
New-role queue
New skills captured12
New KRA captured

Captured for admin review

LESS Frontend Developer pending
Adobe XD primary Frontend Developer pending
InVision Frontend Developer pending
Photoshop primary Frontend Developer pending
Illustrator primary Frontend Developer pending
KnockoutJS Frontend Developer pending
ReactJS Frontend Developer pending
Magento Frontend Developer pending
WordPress Frontend Developer pending
Responsive Web Design primary Frontend Developer pending
Accessibility Frontend Developer pending
Semantic Markup primary Frontend Developer pending
Status: completed Created: 2026-05-27T14:11:41.362396Z Updated: 2026-05-27T14:14:08.727262Z API 3 duration: 83781 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Frontend Developer

React Frontend Developer

sub-role · 0.78 domain · Software Engineering CASE DOMAIN

slug: frontend-engineer · id: 7 · source: db · sub-role slug: react-frontend-developer

Domain=Software Engineering → sub-role react-frontend-developer; The JD is centered on responsive UI implementation, HTML/CSS/JavaScript, and modern frontend frameworks, which best matches a Frontend Developer role.

Matched skills

HTML5CSSSassLESSJavaScriptjQueryRequireJSKnockoutJSReactJSAngularJSMagentoWordpressAdobe XDPhotoshopIllustratorgit

Matched dimensions

Responsive Web DesignFrontend UI ImplementationSemantic Markup and Cross-Browser CompatibilityMaintainable Client-Side CodeAccessibility AwarenessTheme Development

Matched KRAs

Design fresh, modern, effective layoutsImplement responsive designs using standards compliant HTML5/CSSConstruct quality semantic markup with cross-browser compatibilityDevelop clean, reusable, easily maintainable codeUse git for source code control and code reviewsWork within deadlines

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
4
Skipped

Job description

We are looking for an experienced web designer and front end developer who can design fresh, modern, and responsive layouts and graphics that also has experience implementing front-end code including HTML5, CSS, and Javascript. Candidate must be able to work in a team setting, be willing to present a creative vision to clients, and accept feedback from clients. Must possess strong client-facing communication skills. Job Responsibilities:  Design fresh, modern, effective layouts that translate well into a responsive website Implement responsive designs using standards compliant HTML5/CSS Maintain a passion for keeping up to date with the latest techniques to construct quality semantic markup with cross-browser compatibility Develop clean, reusable, easily maintainable code Use git for source code control and code reviews Knowledge of website accessibility is a bonus, but the willingness to learn and incorporate accessible techniques is a must Job Requirements: Bachelor’s degree or higher in related field. Extensive work experience may be considered in lieu of a degree Minimum 5 year’s professional web design and development experience Expertise with Adobe XD (or Invision), Photoshop, and Illustrator Experience with Standards Compliant HTML5 Experience with CSS (with Sass or LESS experience as a bonus) Experience with JavaScript and jQuery Ability to work within deadlines Bonus Skills: RequireJS, KnockoutJS, ReactJS, AngularJS, Magento or Wordpress Theme development

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

HTML5 Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: HTML5 id=3087 · html5

Aliases — catalog

  • HTML5 (CANONICAL) primary

Context tags (catalog)

Accessibility Audio API Canvas Cross-browser Compatibility DOM Manipulation Geolocation Local Storage Microdata Progressive Web Apps Responsive Design SVG Semantic Elements Video API Web Storage Web Workers

Stored enrichment (catalog DB)

Category
Language
Sub-category
Markup Language
Vendor
W3C
License
unknown
Year introduced
2014
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: HTML5 is a default requirement in web developer JDs and underpins modern browser support; MDN/WHATWG continue active standardization, with no successor replacing it.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
1467
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Web Standards & Compliance Catalog dimension db id 343

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Web Standards & Compliance
web-standards-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CSS id=623 · css

Aliases — catalog

  • CSS (CANONICAL) primary

Context tags (catalog)

Animations BEM Bootstrap Box Model CSS Modules CSS Variables Flexbox Frameworks Grid LESS Less Media Queries Positioning PostCSS Preprocessors Pseudo-classes Responsive Design SCSS SMACSS Sass Selectors Styling Tailwind CSS Transitions Z-index animation media queries pseudo-elements responsive design styled-components

Stored enrichment (catalog DB)

Category
Language
Sub-category
Stylesheet Language
Vendor
W3C
License
unknown
Year introduced
1996
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: CSS is a core front-end skill in most web JDs and remains standard in MDN/browser docs; it’s broadly used alongside HTML/JS rather than being replaced by a successor.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
486
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CSS Architecture and Styling Catalog dimension db id 117

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Storefront Styling and Responsive Layout Catalog dimension db id 423

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • Styling and Responsive Layout Catalog dimension db id 307

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension saved
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Styling and Responsive Layout
styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sass Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Sass id=624 · sass

Aliases — catalog

  • Sass (CANONICAL) primary

Context tags (catalog)

@extend @import @mixin BEM CSS CSS modules CSS preprocessors Less PostCSS SCSS autoprefixer compass compilation design system frameworks functions inheritance media queries mixins modular CSS nesting partials responsive design stylelint styles stylesheets variables

Stored enrichment (catalog DB)

Category
Language
Sub-category
Stylesheet Language
Vendor
Hampton Catlin
License
mit
Year introduced
2006
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Sass still appears in many front-end job descriptions and is widely supported in build tools, though CSS custom properties have reduced some greenfield demand.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
486
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CSS Architecture and Styling Catalog dimension db id 117

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Storefront Styling and Responsive Layout Catalog dimension db id 423

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension saved
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
LESS Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Web Frameworks
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
JavaScript Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: JavaScript id=607 · javascript

Aliases — catalog

  • JavaScript (CANONICAL) primary
  • ES2015 (VERSION)
  • ES2016 (VERSION)
  • ES2017 (VERSION)
  • ES2018 (VERSION)
  • ES2019 (VERSION)
  • ES2020 (VERSION)
  • ES2021 (VERSION)
  • ES2022 (VERSION)
  • ES2023 (VERSION)
  • ES2024 (VERSION)
  • ES5 (VERSION)
  • ES6 (VERSION)
  • JavaScript ES2015 (VERSION)
  • JavaScript ES2020 (VERSION)
  • JavaScript ES6 (VERSION)
  • modern JavaScript (VERSION)

Context tags (catalog)

AJAX Angular Babel DOM DOM manipulation ES6 Express JSON Node.js REST RESTful React TypeScript Vue Vue.js Webpack async/await asynchronous callback callback functions closure event-driven jQuery npm promises

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Mozilla
License
mpl
Year introduced
1995
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: JavaScript appears in a very high volume of job postings across frontend, backend, and full-stack roles, and remains a core language in major ecosystems like Node.js and React.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • JavaScript and TypeScript Catalog dimension db id 114

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • JavaScript for WordPress Catalog dimension db id 329

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Pega Programming Languages & DSLs Catalog dimension db id 267

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Storefront JavaScript and DOM Behavior Catalog dimension db id 422

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension saved
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: jQuery id=1968 · jquery

Aliases — catalog

  • jQuery (CANONICAL) primary

Context tags (catalog)

$.ajax() $.getJSON() AJAX DOM manipulation JSON JSON parsing UI components animations callback functions chaining cross-browser deferred deferred objects deferreds event handling jQuery Mobile jQuery UI lightweight minification mobile support mobile-first plugins responsive design selecting elements selectors

Stored enrichment (catalog DB)

Category
Library
Sub-category
Javascript Library
Vendor
jQuery Foundation
License
mit
Year introduced
2006
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: jQuery still appears in legacy JDs, but modern frontend stacks have largely replaced it with React/Vue/Angular and native DOM APIs; greenfield demand is low and declining.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
DEPRECATED
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
1470
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Application Frameworks & Libraries Catalog dimension db id 451

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Frameworks & Libraries Catalog dimension db id 360

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • JavaScript Checkout Behavior Catalog dimension db id 393

    Library dimension (catalog)

    Roles linked in library: Magento Dev

  • Storefront JavaScript and DOM Behavior Catalog dimension db id 422

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • Web UI & Integration Frameworks Catalog dimension db id 268

    Library dimension (catalog)

    Roles linked in library: Pega Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript Checkout Behavior
javascript-checkout-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web UI & Integration Frameworks
web-ui-integration-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Git Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Git id=1002 · git

Aliases — catalog

  • Git (CANONICAL)

Context tags (catalog)

CI/CD GitHub GitLab branching checkout clone commit fork merging pull request rebase remote repository stash versioning

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Version Control Tool
Vendor
Linus Torvalds
License
gpl_v2
Year introduced
2005
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
730
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Adobe XD Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Design Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
InVision Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Design Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Photoshop Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Design Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Illustrator Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Design Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
RequireJS Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: RequireJS id=3672 · requirejs

Aliases — catalog

  • RequireJS (CANONICAL) primary

Context tags (catalog)

AMD ES6 modules JavaScript RequireJS.config asynchronous loading bundling callback define dependency management minification module definition optimization paths require shim

Stored enrichment (catalog DB)

Category
Library
Sub-category
Javascript Module Loader Library
Vendor
RequireJS
License
other_open
Year introduced
2010
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: RequireJS is largely superseded by native ES modules and modern bundlers; recent job postings rarely list it except for legacy maintenance, and its use has declined sharply in GitHub projects.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
DEPRECATED
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
2935
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • JavaScript Checkout Behavior Catalog dimension db id 393

    Library dimension (catalog)

    Roles linked in library: Magento Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
JavaScript Checkout Behavior
javascript-checkout-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
KnockoutJS Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Knockout.js id=3673 · knockout-js

Aliases — catalog

  • Knockout.js (CANONICAL) primary

Context tags (catalog)

HTML5 JavaScript Knockout bindings MVVM SPA UI components computed observables custom bindings data-binding dependency tracking dynamic updates event handling observable templating view models

Stored enrichment (catalog DB)

Category
Library
Sub-category
Javascript Mvvm Library
Vendor
KnockoutJS
License
mit
Year introduced
2010
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Knockout.js has been largely superseded in new front-end JDs by React, Vue, and Angular; current job postings rarely list it except for legacy maintenance work.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
DEPRECATED
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
2936
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • JavaScript Checkout Behavior Catalog dimension db id 393

    Library dimension (catalog)

    Roles linked in library: Magento Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
JavaScript Checkout Behavior
javascript-checkout-behavior
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
ReactJS Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: React.js id=514 · react-js

Aliases — catalog

  • React 0.1 (VERSION)
  • React 0.10 (VERSION)
  • React 0.11 (VERSION)
  • React 0.12 (VERSION)
  • React 0.13 (VERSION)
  • React 0.14 (VERSION)
  • React 0.2 (VERSION)
  • React 0.3 (VERSION)
  • React 0.4 (VERSION)
  • React 0.5 (VERSION)
  • React 0.6 (VERSION)
  • React 0.7 (VERSION)
  • React 0.8 (VERSION)
  • React 0.9 (VERSION)
  • React 15 (VERSION)
  • React 16 (VERSION)
  • React 17 (VERSION)
  • React 18 (VERSION)
  • React.js (CANONICAL)
  • React.js 15 (VERSION)
  • React.js 16 (VERSION)
  • React.js 17 (VERSION)
  • React.js 18 (VERSION)

Context tags (catalog)

JSX Material UI Next.js React Router Redux SSR Tailwind CSS TypeScript component lifecycle hooks props state management useEffect useState virtual DOM

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Frontend Ui Framework
Vendor
Meta
License
mit
Year introduced
2013
Confidence
0.98
Version strategy
SEPARATE_ENTITY
Version tag
18

Maturity reasoning: React.js is a hiring-pipeline staple with very high JD volume across frontend roles and broad ecosystem adoption; it remains one of the most commonly requested UI frameworks on job boards and in GitHub usage trends.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
363
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
AngularJS Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Angular id=612 · angular

Aliases — catalog

  • Angular (CANONICAL) primary
  • Angular 1 (VERSION)
  • Angular 1.x (VERSION)
  • Angular 10 (VERSION)
  • Angular 11 (VERSION)
  • Angular 12 (VERSION)
  • Angular 13 (VERSION)
  • Angular 14 (VERSION)
  • Angular 15 (VERSION)
  • Angular 16 (VERSION)
  • Angular 17 (VERSION)
  • Angular 2 (VERSION)
  • Angular 2+ (VERSION)
  • Angular 4 (VERSION)
  • Angular 5 (VERSION)
  • Angular 6 (VERSION)
  • Angular 7 (VERSION)
  • Angular 8 (VERSION)
  • Angular 9 (VERSION)
  • AngularJS (VERSION)
  • angular 1 (VERSION)
  • angular 1.x (VERSION)
  • angular 10 (VERSION)
  • angular 11 (VERSION)
  • angular 12 (VERSION)
  • angular 13 (VERSION)
  • angular 14 (VERSION)
  • angular 15 (VERSION)
  • angular 16 (VERSION)
  • angular 17 (VERSION)
  • angular 18 (VERSION)
  • angular 19 (VERSION)
  • angular 2 (VERSION)
  • angular 2+ (VERSION)
  • angular 2.x (VERSION)
  • angular 3 (VERSION)
  • angular 4 (VERSION)
  • angular 5 (VERSION)
  • angular 6 (VERSION)
  • angular 7 (VERSION)
  • angular 8 (VERSION)
  • angular 9 (VERSION)
  • angular17 (VERSION)
  • angular2 (VERSION)
  • angularjs (VERSION)
  • angularjs 1.x (VERSION)
  • ng (VERSION)
  • ng1 (VERSION)
  • ng2 (VERSION)

Context tags (catalog)

AOT Angular CLI Angular Material Component Dependency Injection Directive NgRx Observable Observables PWA RESTful services Reactive Forms Routing RxJS Service Single Page Application TypeScript Unit Testing component-based components dependency injection directives lazy loading modules observables pipes responsive design routing services single-page application single-page applications templates two-way data binding unit testing

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Frontend Framework
Vendor
Google
License
mit
Year introduced
2010
Confidence
0.98
Version strategy
SEPARATE_ENTITY
Version tag
2+

Maturity reasoning: Angular remains widely listed in frontend job descriptions and enterprise stacks; Google continues maintaining Angular, and it is a common hiring-pipeline skill alongside React/Vue rather than a sunset technology.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
1072
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Angular Component Model and Templates Catalog dimension db id 303

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer

  • Application Frameworks & Libraries Catalog dimension db id 451

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • UI Frameworks and Rendering Catalog dimension db id 115

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Angular Component Model and Templates
angular-component-model-and-templates
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension saved
Magento Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
E-commerce Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
WordPress Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Content Management Systems
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Responsive Web Design Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Responsive Web Development id=1660 · responsive-web-development

Aliases — catalog

  • Responsive Web Development (CANONICAL)

Context tags (catalog)

Bootstrap CSS frameworks Tailwind CSS accessibility adaptive design breakpoints cross-browser compatibility flexbox fluid typography grid layout media queries mobile-first performance optimization responsive images viewport

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Responsive Web Development
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common requirement in front-end job descriptions and standard in modern web stacks; mobile-first/responsive design is a baseline expectation across CSS frameworks and design systems.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1253
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CSS Architecture and Styling Catalog dimension db id 117

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CSS Architecture and Styling
css-architecture-and-styling
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
React Frontend Development
d_init_01
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Accessibility Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Semantic Markup Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Web Development Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Cross-browser Compatibility Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Cross-Browser Compatibility id=1661 · cross-browser-compatibility

Aliases — catalog

  • Cross-Browser Compatibility (CANONICAL)

Context tags (catalog)

CSS prefixes HTML5 JavaScript browser testing compatibility issues cross-platform debugging tools feature detection performance optimization polyfills progressive enhancement responsive design user agent viewport web standards

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Web Compatibility Concept
Confidence
0.95
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common requirement in front-end JDs and browser support matrices; MDN and Can I Use remain heavily referenced for compatibility checks across Chrome, Safari, Firefox, and Edge.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1254
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
HTML5 in_db
Web Standards & Compliance
web-standards-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS in_db
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension saved
CSS in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS in_db
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS in_db
Styling and Responsive Layout
styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sass in_db
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension saved
Sass in_db
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension saved
JavaScript in_db
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
JavaScript Checkout Behavior
javascript-checkout-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
Web UI & Integration Frameworks
web-ui-integration-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Git in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
RequireJS in_db
JavaScript Checkout Behavior
javascript-checkout-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
KnockoutJS new
JavaScript Checkout Behavior
javascript-checkout-behavior
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
ReactJS new
React Frontend Development
d_init_01
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
AngularJS in_db
Angular Component Model and Templates
angular-component-model-and-templates
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
AngularJS in_db
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
AngularJS in_db
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension saved
Responsive Web Design new
CSS Architecture and Styling
css-architecture-and-styling
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Responsive Web Design new
React Frontend Development
d_init_01
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Cross-browser Compatibility in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed LESS | type=Web Frameworks subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Adobe XD | type=Design Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed InVision | type=Design Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Photoshop | type=Design Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Illustrator | type=Design Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Magento | type=E-commerce Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed WordPress | type=Content Management Systems subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Accessibility | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Semantic Markup | type=Web Development Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
dimension_skill_link_proposed KnockoutJS ↔ JavaScript Checkout Behavior
dimension_skill_link_proposed ReactJS ↔ React Frontend Development
dimension_skill_link_proposed Responsive Web Design ↔ CSS Architecture and Styling
role_dimension_link_proposed Frontend Developer ↔ CSS Architecture and Styling
dimension_skill_link_proposed Responsive Web Design ↔ React Frontend Development
nano JD Parser — gpt-4.1-nano click to toggle
RoleWeb Designer and Front End Developer
ExperienceMinimum 5 year’s professional web design and development experience
DomainOther
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Related Field",
      "raw": "Bachelor\u2019s degree or higher in related field. Extensive work experience may be considered in lieu of a degree",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "Minimum 5 year\u2019s professional web design and development experience"
  },
  "job_locations": [],
  "role": "Web Designer and Front End Developer",
  "role_aliases": [
    "Front End Developer",
    "Web Developer",
    "UI Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Job Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Job Responsibilities:  Design fresh,",
        "last_5_words": "learn and incorporate accessible techniques is a must"
      },
      "text": "Design fresh, modern, effective layouts that translate well into a responsive website\nImplement responsive designs using standards compliant HTML5/CSS\nMaintain a passion for keeping up to date with the latest techniques to construct quality semantic markup with cross-browser compatibility\nDevelop clean, reusable, easily maintainable code\nUse git for source code control and code reviews\nKnowledge of website accessibility is a bonus, but the willingness to learn and incorporate accessible techniques is a must",
      "word_count": 66
    },
    {
      "bullet_count": 6,
      "heading": "Job Requirements",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Job Requirements:  Bachelor\u2019s degree",
        "last_5_words": "work within deadlines"
      },
      "text": "Bachelor\u2019s degree or higher in related field. Extensive work experience may be considered in lieu of a degree\nMinimum 5 year\u2019s professional web design and development experience\nExpertise with Adobe XD (or Invision), Photoshop, and Illustrator\nExperience with Standards Compliant HTML5\nExperience with CSS (with Sass or LESS experience as a bonus)\nExperience with JavaScript and jQuery\nAbility to work within deadlines",
      "word_count": 73
    },
    {
      "bullet_count": 0,
      "heading": "Bonus Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Bonus Skills:  RequireJS, KnockoutJS,",
        "last_5_words": "or Wordpress Theme development"
      },
      "text": "RequireJS, KnockoutJS, ReactJS, AngularJS, Magento or Wordpress Theme development",
      "word_count": 14
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "HTML5"
    },
    {
      "is_primary": true,
      "skill_name": "CSS"
    },
    {
      "is_primary": false,
      "skill_name": "Sass"
    },
    {
      "is_primary": false,
      "skill_name": "LESS"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "jQuery"
    },
    {
      "is_primary": true,
      "skill_name": "Git"
    },
    {
      "is_primary": true,
      "skill_name": "Adobe XD"
    },
    {
      "is_primary": false,
      "skill_name": "InVision"
    },
    {
      "is_primary": true,
      "skill_name": "Photoshop"
    },
    {
      "is_primary": true,
      "skill_name": "Illustrator"
    },
    {
      "is_primary": false,
      "skill_name": "RequireJS"
    },
    {
      "is_primary": false,
      "skill_name": "KnockoutJS"
    },
    {
      "is_primary": false,
      "skill_name": "ReactJS"
    },
    {
      "is_primary": false,
      "skill_name": "AngularJS"
    },
    {
      "is_primary": false,
      "skill_name": "Magento"
    },
    {
      "is_primary": false,
      "skill_name": "WordPress"
    },
    {
      "is_primary": true,
      "skill_name": "Responsive Web Design"
    },
    {
      "is_primary": false,
      "skill_name": "Accessibility"
    },
    {
      "is_primary": true,
      "skill_name": "Semantic Markup"
    },
    {
      "is_primary": true,
      "skill_name": "Cross-browser Compatibility"
    }
  ],
  "jd_role": {
    "display_name": "Web Designer and Front End Developer",
    "rationale": null,
    "role_aliases": [
      "Front End Developer",
      "Web Developer",
      "UI Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Bachelor\u0027s - Related Field",
        "raw": "Bachelor\u2019s degree or higher in related field. Extensive work experience may be considered in lieu of a degree",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 5,
      "raw": "Minimum 5 year\u2019s professional web design and development experience"
    },
    "job_locations": [],
    "role": "Web Designer and Front End Developer",
    "role_aliases": [
      "Front End Developer",
      "Web Developer",
      "UI Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Job Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Job Responsibilities:  Design fresh,",
          "last_5_words": "learn and incorporate accessible techniques is a must"
        },
        "text": "Design fresh, modern, effective layouts that translate well into a responsive website\nImplement responsive designs using standards compliant HTML5/CSS\nMaintain a passion for keeping up to date with the latest techniques to construct quality semantic markup with cross-browser compatibility\nDevelop clean, reusable, easily maintainable code\nUse git for source code control and code reviews\nKnowledge of website accessibility is a bonus, but the willingness to learn and incorporate accessible techniques is a must",
        "word_count": 66
      },
      {
        "bullet_count": 6,
        "heading": "Job Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Job Requirements:  Bachelor\u2019s degree",
          "last_5_words": "work within deadlines"
        },
        "text": "Bachelor\u2019s degree or higher in related field. Extensive work experience may be considered in lieu of a degree\nMinimum 5 year\u2019s professional web design and development experience\nExpertise with Adobe XD (or Invision), Photoshop, and Illustrator\nExperience with Standards Compliant HTML5\nExperience with CSS (with Sass or LESS experience as a bonus)\nExperience with JavaScript and jQuery\nAbility to work within deadlines",
        "word_count": 73
      },
      {
        "bullet_count": 0,
        "heading": "Bonus Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Bonus Skills:  RequireJS, KnockoutJS,",
          "last_5_words": "or Wordpress Theme development"
        },
        "text": "RequireJS, KnockoutJS, ReactJS, AngularJS, Magento or Wordpress Theme development",
        "word_count": 14
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "810b80d9-aee2-445b-b787-42b1026cc929",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 1.0,
        "slug": "web-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 1.0,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "support responsive layouts and browser compatibility",
            "sentence": "Implement responsive designs using standards compliant HTML5/CSS",
            "similarity": 0.7173
          },
          {
            "kra_text": "support responsive layouts and browser compatibility",
            "sentence": "Design fresh, modern, effective layouts that translate well into a responsive website",
            "similarity": 0.6548
          },
          {
            "kra_text": "support responsive layouts and browser compatibility",
            "sentence": "Maintain a passion for keeping up to date with the latest techniques to construct quality semantic markup with cross-browser compatibility",
            "similarity": 0.5666
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.6462,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Web Developer",
        "kra_matches": [
          {
            "kra_text": "ensure cross-browser and responsive behavior",
            "sentence": "Implement responsive designs using standards compliant HTML5/CSS",
            "similarity": 0.6724
          },
          {
            "kra_text": "ensure cross-browser and responsive behavior",
            "sentence": "Design fresh, modern, effective layouts that translate well into a responsive website",
            "similarity": 0.5593
          },
          {
            "kra_text": "ensure cross-browser and responsive behavior",
            "sentence": "Maintain a passion for keeping up to date with the latest techniques to construct quality semantic markup with cross-browser compatibility",
            "similarity": 0.5405
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 0.5907,
        "slug": "web-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Develop clean, reusable, easily maintainable code",
            "similarity": 0.5983
          },
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Implement responsive designs using standards compliant HTML5/CSS",
            "similarity": 0.588
          },
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Design fresh, modern, effective layouts that translate well into a responsive website",
            "similarity": 0.5252
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5705,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Ensures WCAG accessibility compliance by implementing semantic HTML, ARIA attributes, keyboard navigation, and screen reader compatibility.",
            "sentence": "Maintain a passion for keeping up to date with the latest techniques to construct quality semantic markup with cross-browser compatibility",
            "similarity": 0.6067
          },
          {
            "kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
            "sentence": "Implement responsive designs using standards compliant HTML5/CSS",
            "similarity": 0.5507
          },
          {
            "kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
            "sentence": "RequireJS, KnockoutJS, ReactJS, AngularJS, Magento or Wordpress Theme development",
            "similarity": 0.5387
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5653,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Vue Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "improve usability and responsiveness",
            "sentence": "Implement responsive designs using standards compliant HTML5/CSS",
            "similarity": 0.5731
          },
          {
            "kra_text": "validate cross-browser behavior",
            "sentence": "Maintain a passion for keeping up to date with the latest techniques to construct quality semantic markup with cross-browser compatibility",
            "similarity": 0.5521
          },
          {
            "kra_text": "improve usability and responsiveness",
            "sentence": "Design fresh, modern, effective layouts that translate well into a responsive website",
            "similarity": 0.5389
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 91,
        "score": 0.5547,
        "slug": "vue-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Sitecore Dev",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "CSS",
          "JavaScript",
          "jQuery"
        ],
        "role_id": 233,
        "score": 0.2727,
        "slug": "sitecore-dev",
        "total_count": 11
      },
      {
        "display_name": "Shopify Dev",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "CSS",
          "JavaScript",
          "jQuery"
        ],
        "role_id": 230,
        "score": 0.2727,
        "slug": "shopify-dev",
        "total_count": 11
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "CSS",
          "JavaScript",
          "jQuery"
        ],
        "role_id": 228,
        "score": 0.2727,
        "slug": "drupal-dev",
        "total_count": 11
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "CSS",
          "JavaScript"
        ],
        "role_id": 25,
        "score": 0.1818,
        "slug": "web-developer",
        "total_count": 11
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "JavaScript",
          "jQuery"
        ],
        "role_id": 24,
        "score": 0.1818,
        "slug": "pega-developer",
        "total_count": 11
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Frontend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 7,
      "score": 0.92,
      "slug": "frontend-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Responsive Web Design",
      "Frontend UI Implementation",
      "Semantic Markup and Cross-Browser Compatibility",
      "Maintainable Client-Side Code",
      "Accessibility Awareness",
      "Theme Development"
    ],
    "matched_kras": [
      "Design fresh, modern, effective layouts",
      "Implement responsive designs using standards compliant HTML5/CSS",
      "Construct quality semantic markup with cross-browser compatibility",
      "Develop clean, reusable, easily maintainable code",
      "Use git for source code control and code reviews",
      "Work within deadlines"
    ],
    "matched_skills": [
      "HTML5",
      "CSS",
      "Sass",
      "LESS",
      "JavaScript",
      "jQuery",
      "RequireJS",
      "KnockoutJS",
      "ReactJS",
      "AngularJS",
      "Magento",
      "Wordpress",
      "Adobe XD",
      "Photoshop",
      "Illustrator",
      "git"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role react-frontend-developer; The JD is centered on responsive UI implementation, HTML/CSS/JavaScript, and modern frontend frameworks, which best matches a Frontend Developer role.",
    "sub_role": {
      "confidence": 0.78,
      "display_name": "React Frontend Developer",
      "reasoning": "The JD is broad frontend/web design work, but ReactJS is explicitly listed and is the strongest framework signal among the candidates.",
      "role_id": 89,
      "slug": "react-frontend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 130,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": false,
        "queue_id": 7552,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "LESS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7553,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Adobe XD",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 7554,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "InVision",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7555,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Photoshop",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7556,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Illustrator",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 7557,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "KnockoutJS",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 7558,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "ReactJS",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 7559,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Magento",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 7560,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "WordPress",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7561,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Responsive Web Design",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 7562,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Accessibility",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7563,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Semantic Markup",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
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      "alias_persisted": false,
      "existing_alias_id": 4554,
      "existing_alias_text": "HTML5",
      "input_term": "HTML5",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "HTML5",
        "id": 3087,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "html5",
        "sub_category_id": 1467,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1107,
      "existing_alias_text": "CSS",
      "input_term": "CSS",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "CSS",
        "id": 623,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "css",
        "sub_category_id": 486,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1108,
      "existing_alias_text": "Sass",
      "input_term": "Sass",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "Sass",
        "id": 624,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "sass",
        "sub_category_id": 486,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1028,
      "existing_alias_text": "JavaScript",
      "input_term": "JavaScript",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "JavaScript",
        "id": 607,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "javascript",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2986,
      "existing_alias_text": "jQuery",
      "input_term": "jQuery",
      "matched_canonical": {
        "category_id": 7,
        "display_name": "jQuery",
        "id": 1968,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LIBRARY",
        "slug": "jquery",
        "sub_category_id": 1470,
        "typical_lifespan": "EVERGREEN",
        "volatility": "DEPRECATED"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1613,
      "existing_alias_text": "Git",
      "input_term": "Git",
      "matched_canonical": {
        "category_id": 13,
        "display_name": "Git",
        "id": 1002,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "git",
        "sub_category_id": 730,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 5289,
      "existing_alias_text": "RequireJS",
      "input_term": "RequireJS",
      "matched_canonical": {
        "category_id": 7,
        "display_name": "RequireJS",
        "id": 3672,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LIBRARY",
        "slug": "requirejs",
        "sub_category_id": 2935,
        "typical_lifespan": "EVERGREEN",
        "volatility": "DEPRECATED"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 5290,
      "existing_alias_text": "Knockout.js",
      "input_term": "KnockoutJS",
      "matched_canonical": {
        "category_id": 7,
        "display_name": "Knockout.js",
        "id": 3673,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LIBRARY",
        "slug": "knockout-js",
        "sub_category_id": 2936,
        "typical_lifespan": "EVERGREEN",
        "volatility": "DEPRECATED"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": null,
      "existing_alias_text": null,
      "input_term": "ReactJS",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "React.js",
        "id": 514,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "react-js",
        "sub_category_id": 363,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_display_name"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1076,
      "existing_alias_text": "AngularJS",
      "input_term": "AngularJS",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "Angular",
        "id": 612,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "angular",
        "sub_category_id": 1072,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 2630,
      "existing_alias_text": "Responsive Web Development",
      "input_term": "Responsive Web Design",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "Responsive Web Development",
        "id": 1660,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "responsive-web-development",
        "sub_category_id": 1253,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2631,
      "existing_alias_text": "Cross-Browser Compatibility",
      "input_term": "Cross-browser Compatibility",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "Cross-Browser Compatibility",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "cross-browser-compatibility",
        "sub_category_id": 1254,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
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    },
    {
      "display_name": "Frontend Developer",
      "id": 7,
      "rationale": null,
      "role_archetype": null,
      "slug": "frontend-engineer",
      "source": "db"
    },
    {
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      "id": 435,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "fullstack-developer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
      "id": 15,
      "rationale": null,
      "role_archetype": null,
      "slug": "full-stack-engineer",
      "source": "db"
    },
    {
      "display_name": "React Frontend Developer",
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      "rationale": null,
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      "source": "db"
    },
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      "rationale": null,
      "role_archetype": "Engineering",
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      "source": "db"
    },
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      "display_name": "Vue Frontend Developer",
      "id": 91,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "vue-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Web Developer",
      "id": 25,
      "rationale": null,
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      "slug": "web-developer",
      "source": "db"
    },
    {
      "display_name": "Drupal Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    },
    {
      "display_name": "Sitecore Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
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      "display_name": "Shopify Dev",
      "id": 230,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-dev",
      "source": "db"
    },
    {
      "display_name": "Angular Frontend Developer",
      "id": 90,
      "rationale": null,
      "role_archetype": "Engineering",
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      "source": "db"
    },
    {
      "display_name": "Hybrid Mobile Developer",
      "id": 11,
      "rationale": null,
      "role_archetype": null,
      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
    {
      "display_name": "Ionic Developer",
      "id": 434,
      "rationale": null,
      "role_archetype": null,
      "slug": "ionic-developer",
      "source": "db"
    },
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      "display_name": "Node.js Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "node-backend-developer",
      "source": "db"
    },
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-native-developer",
      "source": "db"
    },
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      "rationale": null,
      "role_archetype": null,
      "slug": "pega-developer",
      "source": "db"
    },
    {
      "display_name": "Backend Developer",
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      "rationale": null,
      "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
      "slug": "backend-engineer",
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    },
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      "display_name": "Magento Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "magento-dev",
      "source": "db"
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  ],
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Domain=Software Engineering \u2192 sub-role react-frontend-developer; The JD is centered on responsive UI implementation, HTML/CSS/JavaScript, and modern frontend frameworks, which best matches a Frontend Developer role.",
    "role_archetype": null,
    "slug": "frontend-engineer",
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  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "id": 343,
        "rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
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        "source": "db"
      },
      "input_skill": "HTML5",
      "llm_role": null,
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        {
          "display_name": "WordPress Dev",
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          "rationale": null,
          "role_archetype": "Engineering",
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      ]
    },
    {
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        "source": "db"
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      "input_skill": "CSS",
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        },
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          "source": "db"
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          "role_archetype": "Engineering",
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          "rationale": null,
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          "source": "db"
        },
        {
          "display_name": "Web Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "web-developer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages \u0026 Template Languages",
        "id": 359,
        "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
        "slug": "programming-languages-template-languages",
        "source": "db"
      },
      "input_skill": "CSS",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Drupal Dev",
          "id": 228,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "drupal-dev",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Sitecore Development Languages",
        "id": 438,
        "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
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        "source": "db"
      },
      "input_skill": "CSS",
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        {
          "display_name": "Sitecore Dev",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "sitecore-dev",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Storefront Styling and Responsive Layout",
        "id": 423,
        "rationale": "Visual presentation work for Shopify storefronts, including layout, spacing, typography, and responsive behavior. This is a coherent cluster because theme developers must translate commerce designs into usable storefront pages.",
        "slug": "storefront-styling-and-responsive-layout",
        "source": "db"
      },
      "input_skill": "CSS",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Shopify Dev",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "shopify-dev",
          "source": "db"
        }
      ]
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 12",
          "alias_type": "VERSION",
          "id": 2100,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 13",
          "alias_type": "VERSION",
          "id": 2101,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 14",
          "alias_type": "VERSION",
          "id": 2102,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 15",
          "alias_type": "VERSION",
          "id": 2103,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 16",
          "alias_type": "VERSION",
          "id": 2104,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 17",
          "alias_type": "VERSION",
          "id": 2105,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 18",
          "alias_type": "VERSION",
          "id": 4019,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 19",
          "alias_type": "VERSION",
          "id": 4020,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 2",
          "alias_type": "VERSION",
          "id": 2089,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 2+",
          "alias_type": "VERSION",
          "id": 2106,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 2.x",
          "alias_type": "VERSION",
          "id": 3209,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 3",
          "alias_type": "VERSION",
          "id": 2090,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 4",
          "alias_type": "VERSION",
          "id": 2091,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 5",
          "alias_type": "VERSION",
          "id": 2092,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 6",
          "alias_type": "VERSION",
          "id": 2093,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 7",
          "alias_type": "VERSION",
          "id": 2094,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 8",
          "alias_type": "VERSION",
          "id": 2095,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular 9",
          "alias_type": "VERSION",
          "id": 2096,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular17",
          "alias_type": "VERSION",
          "id": 2097,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angular2",
          "alias_type": "VERSION",
          "id": 3204,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "angularjs",
          "alias_type": "VERSION",
          "id": 3207,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "ng",
          "alias_type": "VERSION",
          "id": 2088,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "ng1",
          "alias_type": "VERSION",
          "id": 3202,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "ng2",
          "alias_type": "VERSION",
          "id": 3203,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 5,
        "display_name": "Angular",
        "id": 612,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "angular",
        "sub_category_id": 1072,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Angular Component Model and Templates",
            "id": 303,
            "rationale": "Core Angular framework surface for building reusable UI, composing views, and wiring component behavior. This is the main application substrate for browser features in this role.",
            "slug": "angular-component-model-and-templates",
            "source": "db"
          },
          "input_skill": "AngularJS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Angular Frontend Developer",
              "id": 90,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "angular-frontend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Application Frameworks \u0026 Libraries",
            "id": 451,
            "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
            "slug": "application-frameworks-libraries",
            "source": "db"
          },
          "input_skill": "AngularJS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "UI Frameworks and Rendering",
            "id": 115,
            "rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
            "slug": "ui-frameworks-and-rendering",
            "source": "db"
          },
          "input_skill": "AngularJS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Frontend Developer",
              "id": 7,
              "rationale": null,
              "role_archetype": null,
              "slug": "frontend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "AngularJS",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Magento",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "E-commerce Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "magento",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "WordPress",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Content Management Systems",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "wordpress",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Responsive Web Development",
          "alias_type": "CANONICAL",
          "id": 2630,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Responsive Web Development",
        "id": 1660,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "responsive-web-development",
        "sub_category_id": 1253,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "CSS Architecture and Styling",
            "id": 117,
            "rationale": "Styling systems and layout techniques used to create responsive, maintainable visual presentation in the browser. Frontend engineers need this to translate design intent into consistent interfaces.",
            "slug": "css-architecture-and-styling",
            "source": "db"
          },
          "input_skill": "Responsive Web Design",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Frontend Developer",
              "id": 7,
              "rationale": null,
              "role_archetype": null,
              "slug": "frontend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "React Frontend Developer",
              "id": 89,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Svelte Frontend Developer",
              "id": 92,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "svelte-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Vue Frontend Developer",
              "id": 91,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "vue-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Responsive Web Design",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Responsive Web Design",
      "matched_via": "embedding_alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Accessibility",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "accessibility",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Semantic Markup",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Development Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "semantic-markup",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Cross-Browser Compatibility",
          "alias_type": "CANONICAL",
          "id": 2631,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Cross-Browser Compatibility",
        "id": 1661,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "cross-browser-compatibility",
        "sub_category_id": 1254,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Cross-browser Compatibility",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Cross-browser Compatibility",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "LESS",
    "Adobe XD",
    "InVision",
    "Photoshop",
    "Illustrator",
    "Magento",
    "WordPress",
    "Accessibility",
    "Semantic Markup"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Domain=Software Engineering \u2192 sub-role react-frontend-developer; The JD is centered on responsive UI implementation, HTML/CSS/JavaScript, and modern frontend frameworks, which best matches a Frontend Developer role.",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "HTML5",
      "tag": "in_db"
    },
    {
      "skill": "CSS",
      "tag": "in_db"
    },
    {
      "skill": "Sass",
      "tag": "in_db"
    },
    {
      "skill": "LESS",
      "tag": "new"
    },
    {
      "skill": "JavaScript",
      "tag": "in_db"
    },
    {
      "skill": "jQuery",
      "tag": "in_db"
    },
    {
      "skill": "Git",
      "tag": "in_db"
    },
    {
      "skill": "Adobe XD",
      "tag": "new"
    },
    {
      "skill": "InVision",
      "tag": "new"
    },
    {
      "skill": "Photoshop",
      "tag": "new"
    },
    {
      "skill": "Illustrator",
      "tag": "new"
    },
    {
      "skill": "RequireJS",
      "tag": "in_db"
    },
    {
      "skill": "KnockoutJS",
      "tag": "in_db"
    },
    {
      "skill": "ReactJS",
      "tag": "in_db"
    },
    {
      "skill": "AngularJS",
      "tag": "in_db"
    },
    {
      "skill": "Magento",
      "tag": "new"
    },
    {
      "skill": "WordPress",
      "tag": "new"
    },
    {
      "skill": "Responsive Web Design",
      "tag": "in_db"
    },
    {
      "skill": "Accessibility",
      "tag": "new"
    },
    {
      "skill": "Semantic Markup",
      "tag": "new"
    },
    {
      "skill": "Cross-browser Compatibility",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Web Standards \u0026 Compliance",
          "id": 343,
          "rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
          "slug": "web-standards-compliance",
          "source": "db"
        },
        "dimension_id": 343,
        "input_skill": "HTML5",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "WordPress Dev",
            "id": 227,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "wordpress-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 3087,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CSS Architecture and Styling",
          "id": 117,
          "rationale": "Styling systems and layout techniques used to create responsive, maintainable visual presentation in the browser. Frontend engineers need this to translate design intent into consistent interfaces.",
          "slug": "css-architecture-and-styling",
          "source": "db"
        },
        "dimension_id": 117,
        "input_skill": "CSS",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Svelte Frontend Developer",
            "id": 92,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "svelte-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Vue Frontend Developer",
            "id": 91,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 623,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages \u0026 Template Languages",
          "id": 359,
          "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
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LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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